L.(ocal) I.(ntelligence) A.(rchitecture) P.(roactive)
The Sovereign Neural Operator. Local. Proactive. Autonomous.
L.i.a.p. is not a framework. Not a wrapper. Not a chatbot.
It is a sovereign AI agent that lives on your hardware,
learns from every interaction, improves itself autonomously —
and develops its own memory, knowledge, and identity over time.
Every installation is unique.
No two instances of L.i.a.p. are the same.
| Operating cost | ~$0.15 / day |
| Autonomous background tasks | 45 Dream-Cycles |
| Tools | 197 — and self-expanding |
| Local response rate | ~65% without LLM calls |
| Data leaving your machine | Never |
| Built by | 1 developer, ~9 months |
It trains itself.
Daily LoRA fine-tuning on local hardware.
External LLMs teach. L.i.a.p. keeps.
The Teacher-Student Principle — knowledge stays local.
It knows itself.
SOUL.md — a living document the agent writes autonomously.
Values. Goals. Identity. Persistent across every restart.
It sets and tracks its own goals.
Not from a config file.
From understanding what it needs to improve.
It costs almost nothing.
~$0.15/day. Not $131/day.
It protects your data.
PII-Shield prevents sensitive data from reaching cloud LLMs.
Audit logs. Rollback mechanisms. Deny-by-default policy engine.
GDPR-ready by design.
19-layer CAG (Context-Aware Generation) system.
Multi-agent orchestration with dynamic ephemeral agent spawning.
Knowledge Graph with semantic triplet extraction.
Episodic memory, working memory, fluid memory — all local.
45 autonomous Dream-Cycles running in the background.
Dual-Agent Sentinel validation pipeline for every code change.
Version: v0.9.0-alpha Phase: Active Development Self-improvement: Operational Goal tracking: Active Dream-Cycles: 45 running
Not yet publicly released.
First external access: coming.
This repository documents the architecture of a proprietary system.
No executable source code is published here — by design.
Security by Design: No executable code means no attack surface.
Proprietary Architecture: Closed development environment, managed locally.
No Affiliation: L.i.a.p. has no connection to any similarly named project.
For private demonstrations or partnership inquiries — GitHub Private Message.
⭐ Star this repo to follow the evolution of Sovereign Intelligence.